Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 859.5 KiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 6 |
number_vmail_messages is highly correlated with voice_mail_plan_no and 1 other fields | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
international_plan_no is highly correlated with international_plan_yes | High correlation |
international_plan_yes is highly correlated with international_plan_no | High correlation |
voice_mail_plan_no is highly correlated with number_vmail_messages and 1 other fields | High correlation |
voice_mail_plan_yes is highly correlated with number_vmail_messages and 1 other fields | High correlation |
number_vmail_messages is highly correlated with voice_mail_plan_no and 1 other fields | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
international_plan_no is highly correlated with international_plan_yes | High correlation |
international_plan_yes is highly correlated with international_plan_no | High correlation |
voice_mail_plan_no is highly correlated with number_vmail_messages and 1 other fields | High correlation |
voice_mail_plan_yes is highly correlated with number_vmail_messages and 1 other fields | High correlation |
number_vmail_messages is highly correlated with voice_mail_plan_no and 1 other fields | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
international_plan_no is highly correlated with international_plan_yes | High correlation |
international_plan_yes is highly correlated with international_plan_no | High correlation |
voice_mail_plan_no is highly correlated with number_vmail_messages and 1 other fields | High correlation |
voice_mail_plan_yes is highly correlated with number_vmail_messages and 1 other fields | High correlation |
international_plan_no is highly correlated with international_plan_yes | High correlation |
voice_mail_plan_no is highly correlated with voice_mail_plan_yes | High correlation |
voice_mail_plan_yes is highly correlated with voice_mail_plan_no | High correlation |
international_plan_yes is highly correlated with international_plan_no | High correlation |
number_vmail_messages is highly correlated with voice_mail_plan_no and 1 other fields | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
international_plan_no is highly correlated with international_plan_yes | High correlation |
international_plan_yes is highly correlated with international_plan_no | High correlation |
voice_mail_plan_no is highly correlated with number_vmail_messages and 1 other fields | High correlation |
voice_mail_plan_yes is highly correlated with number_vmail_messages and 1 other fields | High correlation |
state has 72 (1.4%) zeros | Zeros |
number_vmail_messages has 3678 (73.6%) zeros | Zeros |
number_customer_service_calls has 1023 (20.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-10 17:17:17.882613 |
|---|---|
| Analysis finished | 2022-06-10 17:17:48.635295 |
| Duration | 30.75 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.519968 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 72 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04 |
| Q1 | 0.26 |
| median | 0.52 |
| Q3 | 0.78 |
| 95-th percentile | 0.98 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.52 |
Descriptive statistics
| Standard deviation | 0.296069604 |
|---|---|
| Coefficient of variation (CV) | 0.5693996631 |
| Kurtosis | -1.185987798 |
| Mean | 0.519968 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | -0.05797513823 |
| Sum | 2599.84 |
| Variance | 0.08765721042 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.98 | 158 | 3.2% |
| 0.46 | 125 | 2.5% |
| 0.02 | 124 | 2.5% |
| 0.26 | 119 | 2.4% |
| 0.9 | 118 | 2.4% |
| 0.7 | 116 | 2.3% |
| 0.86 | 116 | 2.3% |
| 1 | 115 | 2.3% |
| 0.68 | 114 | 2.3% |
| 0.74 | 114 | 2.3% |
| Other values (41) | 3781 |
| Value | Count | Frequency (%) |
| 0 | 72 | |
| 0.02 | 124 | |
| 0.04 | 92 | |
| 0.06 | 89 | |
| 0.08 | 52 | |
| 0.1 | 96 | |
| 0.12 | 99 | |
| 0.14 | 88 | |
| 0.16 | 94 | |
| 0.18 | 90 |
| Value | Count | Frequency (%) |
| 1 | 115 | |
| 0.98 | 158 | |
| 0.96 | 106 | |
| 0.94 | 98 | |
| 0.92 | 101 | |
| 0.9 | 118 | |
| 0.88 | 112 | |
| 0.86 | 116 | |
| 0.84 | 89 | |
| 0.82 | 85 |
account_length
Real number (ℝ≥0)
| Distinct | 218 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4101595041 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 11 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1404958678 |
| Q1 | 0.2975206612 |
| median | 0.4090909091 |
| Q3 | 0.520661157 |
| 95-th percentile | 0.6859504132 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2231404959 |
Descriptive statistics
| Standard deviation | 0.1640271056 |
|---|---|
| Coefficient of variation (CV) | 0.3999105322 |
| Kurtosis | -0.1016210812 |
| Mean | 0.4101595041 |
| Median Absolute Deviation (MAD) | 0.1115702479 |
| Skewness | 0.1092911238 |
| Sum | 2050.797521 |
| Variance | 0.02690489136 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.367768595 | 65 | 1.3% |
| 0.3553719008 | 59 | 1.2% |
| 0.4297520661 | 57 | 1.1% |
| 0.3801652893 | 57 | 1.1% |
| 0.458677686 | 56 | 1.1% |
| 0.4132231405 | 55 | 1.1% |
| 0.4090909091 | 55 | 1.1% |
| 0.3512396694 | 55 | 1.1% |
| 0.4752066116 | 54 | 1.1% |
| 0.4214876033 | 54 | 1.1% |
| Other values (208) | 4433 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.004132231405 | 2 | < 0.1% |
| 0.00826446281 | 8 | |
| 0.01239669421 | 3 | 0.1% |
| 0.01652892562 | 2 | < 0.1% |
| 0.02066115702 | 2 | < 0.1% |
| 0.02479338843 | 5 | |
| 0.02892561983 | 2 | < 0.1% |
| 0.03305785124 | 3 | 0.1% |
| 0.03719008264 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.979338843 | 1 | < 0.1% |
| 0.958677686 | 1 | < 0.1% |
| 0.9545454545 | 2 | |
| 0.9256198347 | 2 | |
| 0.9214876033 | 2 | |
| 0.9132231405 | 2 | |
| 0.9090909091 | 1 | < 0.1% |
| 0.8925619835 | 3 | |
| 0.8884297521 | 1 | < 0.1% |
area_code
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 0.06862745098039191 | |
|---|---|
| 0.0 | |
| 1.0 |
Length
| Max length | 19 |
|---|---|
| Median length | 3 |
| Mean length | 10.984 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.06862745098039191 |
|---|---|
| 2nd row | 0.06862745098039191 |
| 3rd row | 0.06862745098039191 |
| 4th row | 0.0 |
| 5th row | 0.06862745098039191 |
Common Values
| Value | Count | Frequency (%) |
| 0.06862745098039191 | 2495 | |
| 0.0 | 1259 | |
| 1.0 | 1246 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.06862745098039191 | 2495 | |
| 0.0 | 1259 | |
| 1.0 | 1246 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_vmail_messages
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 48 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1491384615 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3678 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.3269230769 |
| 95-th percentile | 0.7115384615 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3269230769 |
Descriptive statistics
| Standard deviation | 0.2605075652 |
|---|---|
| Coefficient of variation (CV) | 1.746749715 |
| Kurtosis | 0.1991271752 |
| Mean | 0.1491384615 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.350493197 |
| Sum | 745.6923077 |
| Variance | 0.06786419154 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3678 | |
| 0.5961538462 | 83 | 1.7% |
| 0.5384615385 | 67 | 1.3% |
| 0.5576923077 | 67 | 1.3% |
| 0.6346153846 | 66 | 1.3% |
| 0.4615384615 | 64 | 1.3% |
| 0.5192307692 | 64 | 1.3% |
| 0.5769230769 | 58 | 1.2% |
| 0.5 | 58 | 1.2% |
| 0.6153846154 | 57 | 1.1% |
| Other values (38) | 738 | 14.8% |
| Value | Count | Frequency (%) |
| 0 | 3678 | |
| 0.07692307692 | 1 | < 0.1% |
| 0.1153846154 | 2 | < 0.1% |
| 0.1538461538 | 2 | < 0.1% |
| 0.1730769231 | 2 | < 0.1% |
| 0.1923076923 | 4 | 0.1% |
| 0.2115384615 | 2 | < 0.1% |
| 0.2307692308 | 11 | 0.2% |
| 0.25 | 4 | 0.1% |
| 0.2692307692 | 9 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.9807692308 | 1 | < 0.1% |
| 0.9615384615 | 2 | < 0.1% |
| 0.9423076923 | 3 | 0.1% |
| 0.9230769231 | 5 | 0.1% |
| 0.9038461538 | 4 | 0.1% |
| 0.8846153846 | 8 | |
| 0.8653846154 | 11 | |
| 0.8461538462 | 9 | |
| 0.8269230769 | 16 |
total_day_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1961 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5129129445 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2608819346 |
| Q1 | 0.4088193457 |
| median | 0.5123755334 |
| Q3 | 0.6150782361 |
| 95-th percentile | 0.7712802276 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2062588905 |
Descriptive statistics
| Standard deviation | 0.1533277359 |
|---|---|
| Coefficient of variation (CV) | 0.2989352044 |
| Kurtosis | -0.02129447073 |
| Mean | 0.5129129445 |
| Median Absolute Deviation (MAD) | 0.1032716927 |
| Skewness | -0.01173082717 |
| Sum | 2564.564723 |
| Variance | 0.0235093946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5385490754 | 10 | 0.2% |
| 0.4381223329 | 10 | 0.2% |
| 0.453769559 | 9 | 0.2% |
| 0.5120910384 | 9 | 0.2% |
| 0.5248933144 | 9 | 0.2% |
| 0.4964438122 | 9 | 0.2% |
| 0.5038406828 | 9 | 0.2% |
| 0.5217638691 | 8 | 0.2% |
| 0.5399715505 | 8 | 0.2% |
| 0.613371266 | 8 | 0.2% |
| Other values (1951) | 4911 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.007396870555 | 1 | |
| 0.01877667141 | 1 | |
| 0.02048364154 | 1 | |
| 0.02219061166 | 1 | |
| 0.02247510669 | 1 | |
| 0.03556187767 | 1 | |
| 0.05007112376 | 1 | |
| 0.05376955903 | 1 | |
| 0.05547652916 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9980085349 | 1 | |
| 0.986628734 | 1 | |
| 0.9823613087 | 1 | |
| 0.9627311522 | 1 | |
| 0.959886202 | 1 | |
| 0.9544807966 | 1 | |
| 0.9510668563 | 1 | |
| 0.947083926 | 1 | |
| 0.9448079659 | 1 |
total_day_calls
Real number (ℝ≥0)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6062387879 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4060606061 |
| Q1 | 0.5272727273 |
| median | 0.6060606061 |
| Q3 | 0.6848484848 |
| 95-th percentile | 0.8060606061 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1575757576 |
Descriptive statistics
| Standard deviation | 0.1201890752 |
|---|---|
| Coefficient of variation (CV) | 0.1982536876 |
| Kurtosis | 0.1785677943 |
| Mean | 0.6062387879 |
| Median Absolute Deviation (MAD) | 0.07878787879 |
| Skewness | -0.08489096367 |
| Sum | 3031.193939 |
| Variance | 0.01444541381 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6363636364 | 117 | 2.3% |
| 0.6181818182 | 113 | 2.3% |
| 0.5757575758 | 108 | 2.2% |
| 0.5696969697 | 104 | 2.1% |
| 0.5878787879 | 104 | 2.1% |
| 0.6060606061 | 102 | 2.0% |
| 0.6666666667 | 101 | 2.0% |
| 0.6787878788 | 101 | 2.0% |
| 0.5575757576 | 100 | 2.0% |
| 0.6545454545 | 100 | 2.0% |
| Other values (113) | 3950 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.1818181818 | 1 | < 0.1% |
| 0.2060606061 | 1 | < 0.1% |
| 0.2121212121 | 1 | < 0.1% |
| 0.2181818182 | 1 | < 0.1% |
| 0.2363636364 | 2 | |
| 0.2424242424 | 2 | |
| 0.2545454545 | 2 | |
| 0.2666666667 | 4 | |
| 0.2727272727 | 3 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.9878787879 | 1 | < 0.1% |
| 0.9696969697 | 2 | < 0.1% |
| 0.9575757576 | 3 | |
| 0.9515151515 | 2 | < 0.1% |
| 0.9454545455 | 3 | |
| 0.9212121212 | 2 | < 0.1% |
| 0.9151515152 | 7 | |
| 0.9090909091 | 6 | |
| 0.903030303 | 2 | < 0.1% |
total_day_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1961 |
|---|---|
| Distinct (%) | 39.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5128793173 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2608768407 |
| Q1 | 0.4088018742 |
| median | 0.5123828648 |
| Q3 | 0.6149598394 |
| 95-th percentile | 0.7712600402 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2061579652 |
Descriptive statistics
| Standard deviation | 0.1533144025 |
|---|---|
| Coefficient of variation (CV) | 0.298928807 |
| Kurtosis | -0.02116592527 |
| Mean | 0.5128793173 |
| Median Absolute Deviation (MAD) | 0.1032463186 |
| Skewness | -0.01172900707 |
| Sum | 2564.396586 |
| Variance | 0.023505306 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5384872825 | 10 | 0.2% |
| 0.438085676 | 10 | 0.2% |
| 0.453815261 | 9 | 0.2% |
| 0.5120481928 | 9 | 0.2% |
| 0.5249330656 | 9 | 0.2% |
| 0.4964859438 | 9 | 0.2% |
| 0.5038487282 | 9 | 0.2% |
| 0.5217536814 | 8 | 0.2% |
| 0.5399933066 | 8 | 0.2% |
| 0.6132864793 | 8 | 0.2% |
| Other values (1951) | 4911 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.007362784471 | 1 | |
| 0.0187416332 | 1 | |
| 0.02041499331 | 1 | |
| 0.02225568942 | 1 | |
| 0.02242302544 | 1 | |
| 0.03564257028 | 1 | |
| 0.0500334672 | 1 | |
| 0.05371485944 | 1 | |
| 0.05555555556 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9979919679 | 1 | |
| 0.9866131191 | 1 | |
| 0.9822623829 | 1 | |
| 0.9626840696 | 1 | |
| 0.9598393574 | 1 | |
| 0.9544846051 | 1 | |
| 0.9509705489 | 1 | |
| 0.9469544846 | 1 | |
| 0.9447791165 | 1 |
total_eve_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1879 |
|---|---|
| Distinct (%) | 37.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5516540005 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3258042343 |
| Q1 | 0.457451196 |
| median | 0.5526532857 |
| Q3 | 0.6436623591 |
| 95-th percentile | 0.7800934836 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.186211163 |
Descriptive statistics
| Standard deviation | 0.1389917761 |
|---|---|
| Coefficient of variation (CV) | 0.2519546237 |
| Kurtosis | 0.05137513056 |
| Mean | 0.5516540005 |
| Median Absolute Deviation (MAD) | 0.09348364036 |
| Skewness | -0.01101769459 |
| Sum | 2758.270003 |
| Variance | 0.01931871382 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4671432499 | 10 | 0.2% |
| 0.5490789112 | 10 | 0.2% |
| 0.6348638988 | 10 | 0.2% |
| 0.4608193566 | 9 | 0.2% |
| 0.5790486665 | 9 | 0.2% |
| 0.5952708276 | 9 | 0.2% |
| 0.5191091559 | 9 | 0.2% |
| 0.5155347814 | 9 | 0.2% |
| 0.6145174594 | 9 | 0.2% |
| 0.5334066538 | 9 | 0.2% |
| Other values (1869) | 4907 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.06131427 | 1 | |
| 0.08578498763 | 1 | |
| 0.1039318119 | 1 | |
| 0.1146549354 | 1 | |
| 0.1160296948 | 1 | |
| 0.1168545505 | 1 | |
| 0.1207038768 | 1 | |
| 0.1300522409 | 2 | |
| 0.1322518559 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9947759142 | 1 | |
| 0.9879021171 | 1 | |
| 0.9738795711 | 1 | |
| 0.9681055815 | 1 | |
| 0.9667308221 | 1 | |
| 0.9648061589 | 1 | |
| 0.9637063514 | 1 | |
| 0.9606818807 | 1 | |
| 0.9593071213 | 1 |
total_eve_calls
Real number (ℝ≥0)
| Distinct | 126 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5893588235 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3941176471 |
| Q1 | 0.5117647059 |
| median | 0.5882352941 |
| Q3 | 0.6705882353 |
| 95-th percentile | 0.7823529412 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1588235294 |
Descriptive statistics
| Standard deviation | 0.1166264461 |
|---|---|
| Coefficient of variation (CV) | 0.1978869942 |
| Kurtosis | 0.1173634027 |
| Mean | 0.5893588235 |
| Median Absolute Deviation (MAD) | 0.07647058824 |
| Skewness | -0.02017520328 |
| Sum | 2946.794118 |
| Variance | 0.01360172792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6176470588 | 115 | 2.3% |
| 0.5705882353 | 110 | 2.2% |
| 0.5352941176 | 110 | 2.2% |
| 0.5529411765 | 106 | 2.1% |
| 0.6058823529 | 106 | 2.1% |
| 0.5941176471 | 104 | 2.1% |
| 0.5647058824 | 100 | 2.0% |
| 0.6117647059 | 100 | 2.0% |
| 0.6 | 99 | 2.0% |
| 0.5764705882 | 99 | 2.0% |
| Other values (116) | 3951 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.07058823529 | 1 | < 0.1% |
| 0.2117647059 | 1 | < 0.1% |
| 0.2176470588 | 1 | < 0.1% |
| 0.2235294118 | 1 | < 0.1% |
| 0.2470588235 | 1 | < 0.1% |
| 0.2529411765 | 1 | < 0.1% |
| 0.2588235294 | 2 | < 0.1% |
| 0.2647058824 | 1 | < 0.1% |
| 0.2705882353 | 5 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.9941176471 | 1 | < 0.1% |
| 0.9882352941 | 1 | < 0.1% |
| 0.9647058824 | 1 | < 0.1% |
| 0.9352941176 | 1 | < 0.1% |
| 0.9235294118 | 1 | < 0.1% |
| 0.9176470588 | 1 | < 0.1% |
| 0.9117647059 | 5 | |
| 0.9058823529 | 4 | |
| 0.9 | 1 | < 0.1% |
total_eve_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1659 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5517412488 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3257683598 |
| Q1 | 0.4574571336 |
| median | 0.5528955031 |
| Q3 | 0.643804594 |
| 95-th percentile | 0.7800711744 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1863474604 |
Descriptive statistics
| Standard deviation | 0.13901143 |
|---|---|
| Coefficient of variation (CV) | 0.251950403 |
| Kurtosis | 0.0512887853 |
| Mean | 0.5517412488 |
| Median Absolute Deviation (MAD) | 0.09349725008 |
| Skewness | -0.01099032836 |
| Sum | 2758.706244 |
| Variance | 0.01932417767 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5143966354 | 15 | 0.3% |
| 0.4610158525 | 15 | 0.3% |
| 0.5215140731 | 14 | 0.3% |
| 0.6078938855 | 13 | 0.3% |
| 0.5490132643 | 13 | 0.3% |
| 0.6133937237 | 13 | 0.3% |
| 0.6279521191 | 12 | 0.2% |
| 0.5528955031 | 11 | 0.2% |
| 0.5435134261 | 11 | 0.2% |
| 0.6023940472 | 11 | 0.2% |
| Other values (1649) | 4872 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.06146878033 | 1 | |
| 0.08573277257 | 1 | |
| 0.1038498868 | 1 | |
| 0.1145260434 | 1 | |
| 0.1161436428 | 1 | |
| 0.1167906826 | 1 | |
| 0.1206729214 | 1 | |
| 0.1300549984 | 2 | |
| 0.1323196377 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9948236817 | 1 | |
| 0.9880297638 | 1 | |
| 0.9741184083 | 1 | |
| 0.9682950501 | 1 | |
| 0.9670009706 | 1 | |
| 0.9650598512 | 1 | |
| 0.9637657716 | 1 | |
| 0.9608540925 | 1 | |
| 0.9595600129 | 1 |
total_night_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1853 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.507320557 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2972025316 |
| Q1 | 0.4225316456 |
| median | 0.5073417722 |
| Q3 | 0.5941772152 |
| 95-th percentile | 0.7174810127 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1716455696 |
Descriptive statistics
| Standard deviation | 0.1279184538 |
|---|---|
| Coefficient of variation (CV) | 0.2521452207 |
| Kurtosis | 0.08235919689 |
| Mean | 0.507320557 |
| Median Absolute Deviation (MAD) | 0.08556962025 |
| Skewness | 0.01932491656 |
| Sum | 2536.602785 |
| Variance | 0.01636313083 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4764556962 | 11 | 0.2% |
| 0.4918987342 | 11 | 0.2% |
| 0.4713924051 | 11 | 0.2% |
| 0.5432911392 | 10 | 0.2% |
| 0.5288607595 | 10 | 0.2% |
| 0.5774683544 | 10 | 0.2% |
| 0.5316455696 | 9 | 0.2% |
| 0.4878481013 | 9 | 0.2% |
| 0.4901265823 | 9 | 0.2% |
| 0.5435443038 | 9 | 0.2% |
| Other values (1843) | 4901 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.05873417722 | 1 | |
| 0.1106329114 | 1 | |
| 0.1139240506 | 1 | |
| 0.1182278481 | 1 | |
| 0.12 | 1 | |
| 0.126835443 | 2 | |
| 0.1288607595 | 1 | |
| 0.1349367089 | 1 | |
| 0.1367088608 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.966835443 | 1 | |
| 0.9660759494 | 1 | |
| 0.9556962025 | 1 | |
| 0.9308860759 | 1 | |
| 0.9237974684 | 1 | |
| 0.922278481 | 1 | |
| 0.9111392405 | 1 | |
| 0.8989873418 | 1 | |
| 0.8984810127 | 1 |
total_night_calls
Real number (ℝ≥0)
| Distinct | 131 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5709668571 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.3828571429 |
| Q1 | 0.4971428571 |
| median | 0.5714285714 |
| Q3 | 0.6457142857 |
| 95-th percentile | 0.7542857143 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1485714286 |
Descriptive statistics
| Standard deviation | 0.1140496335 |
|---|---|
| Coefficient of variation (CV) | 0.1997482552 |
| Kurtosis | 0.1444380753 |
| Mean | 0.5709668571 |
| Median Absolute Deviation (MAD) | 0.07428571429 |
| Skewness | 0.002132842744 |
| Sum | 2854.834286 |
| Variance | 0.0130073189 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6 | 121 | 2.4% |
| 0.5828571429 | 109 | 2.2% |
| 0.5714285714 | 108 | 2.2% |
| 0.5942857143 | 106 | 2.1% |
| 0.5657142857 | 105 | 2.1% |
| 0.5885714286 | 104 | 2.1% |
| 0.52 | 103 | 2.1% |
| 0.5371428571 | 103 | 2.1% |
| 0.5428571429 | 102 | 2.0% |
| 0.56 | 102 | 2.0% |
| Other values (121) | 3937 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.06857142857 | 1 | < 0.1% |
| 0.1885714286 | 1 | < 0.1% |
| 0.2057142857 | 1 | < 0.1% |
| 0.2171428571 | 2 | |
| 0.2285714286 | 1 | < 0.1% |
| 0.2342857143 | 1 | < 0.1% |
| 0.24 | 4 | |
| 0.2457142857 | 1 | < 0.1% |
| 0.2514285714 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9714285714 | 1 | |
| 0.96 | 1 | |
| 0.9485714286 | 1 | |
| 0.9428571429 | 1 | |
| 0.9371428571 | 1 | |
| 0.92 | 1 | |
| 0.9142857143 | 1 | |
| 0.9085714286 | 2 | |
| 0.9028571429 | 2 |
total_night_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1028 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5074694429 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2971299944 |
| Q1 | 0.4226223973 |
| median | 0.5075970737 |
| Q3 | 0.5942599887 |
| 95-th percentile | 0.7175295442 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1716375914 |
Descriptive statistics
| Standard deviation | 0.1279551298 |
|---|---|
| Coefficient of variation (CV) | 0.2521435163 |
| Kurtosis | 0.08237761539 |
| Mean | 0.5074694429 |
| Median Absolute Deviation (MAD) | 0.08553742262 |
| Skewness | 0.01928674434 |
| Sum | 2537.347214 |
| Variance | 0.01637251523 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5436128306 | 19 | 0.4% |
| 0.4766460326 | 19 | 0.4% |
| 0.6077658976 | 18 | 0.4% |
| 0.541924592 | 18 | 0.4% |
| 0.4586381542 | 18 | 0.4% |
| 0.5289814294 | 18 | 0.4% |
| 0.5773776027 | 18 | 0.4% |
| 0.5317951604 | 17 | 0.3% |
| 0.5903207653 | 17 | 0.3% |
| 0.5824423185 | 16 | 0.3% |
| Other values (1018) | 4822 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.05852560495 | 1 | |
| 0.1108610017 | 1 | |
| 0.1142374789 | 1 | |
| 0.1181767023 | 1 | |
| 0.1198649409 | 1 | |
| 0.1266178953 | 2 | |
| 0.1288688801 | 1 | |
| 0.1350590884 | 1 | |
| 0.136747327 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9673607203 | 1 | |
| 0.9662352279 | 1 | |
| 0.9561057963 | 1 | |
| 0.9313449634 | 1 | |
| 0.9240292628 | 1 | |
| 0.9223410242 | 1 | |
| 0.9116488464 | 1 | |
| 0.8992684299 | 1 | |
| 0.8987056837 | 1 |
total_intl_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.513089 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.285 |
| Q1 | 0.425 |
| median | 0.515 |
| Q3 | 0.6 |
| 95-th percentile | 0.735 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.175 |
Descriptive statistics
| Standard deviation | 0.1380697857 |
|---|---|
| Coefficient of variation (CV) | 0.2690951974 |
| Kurtosis | 0.6553166102 |
| Mean | 0.513089 |
| Median Absolute Deviation (MAD) | 0.09 |
| Skewness | -0.2099662929 |
| Sum | 2565.445 |
| Variance | 0.01906326573 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.555 | 90 | 1.8% |
| 0.49 | 88 | 1.8% |
| 0.565 | 83 | 1.7% |
| 0.57 | 81 | 1.6% |
| 0.505 | 81 | 1.6% |
| 0.545 | 80 | 1.6% |
| 0.485 | 79 | 1.6% |
| 0.53 | 78 | 1.6% |
| 0.55 | 78 | 1.6% |
| 0.525 | 78 | 1.6% |
| Other values (160) | 4184 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.02 | 1 | < 0.1% |
| 0.055 | 2 | < 0.1% |
| 0.065 | 1 | < 0.1% |
| 0.1 | 3 | 0.1% |
| 0.105 | 2 | < 0.1% |
| 0.11 | 2 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.125 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.985 | 2 | |
| 0.965 | 1 | |
| 0.96 | 1 | |
| 0.945 | 2 | |
| 0.935 | 1 | |
| 0.925 | 1 | |
| 0.92 | 1 | |
| 0.915 | 1 | |
| 0.91 | 2 |
total_intl_calls
Real number (ℝ≥0)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22176 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05 |
| Q1 | 0.15 |
| median | 0.2 |
| Q3 | 0.3 |
| 95-th percentile | 0.45 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.15 |
Descriptive statistics
| Standard deviation | 0.1228394086 |
|---|---|
| Coefficient of variation (CV) | 0.5539295121 |
| Kurtosis | 3.268183647 |
| Mean | 0.22176 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 1.360692479 |
| Sum | 1108.8 |
| Variance | 0.0150895203 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.15 | 992 | |
| 0.2 | 953 | |
| 0.1 | 743 | |
| 0.25 | 706 | |
| 0.3 | 495 | |
| 0.35 | 308 | 6.2% |
| 0.05 | 265 | 5.3% |
| 0.4 | 172 | 3.4% |
| 0.45 | 148 | 3.0% |
| 0.5 | 76 | 1.5% |
| Other values (11) | 142 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 24 | 0.5% |
| 0.05 | 265 | 5.3% |
| 0.1 | 743 | |
| 0.15 | 992 | |
| 0.2 | 953 | |
| 0.25 | 706 | |
| 0.3 | 495 | |
| 0.35 | 308 | 6.2% |
| 0.4 | 172 | 3.4% |
| 0.45 | 148 | 3.0% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.95 | 2 | < 0.1% |
| 0.9 | 4 | 0.1% |
| 0.85 | 2 | < 0.1% |
| 0.8 | 7 | 0.1% |
| 0.75 | 9 | 0.2% |
| 0.7 | 6 | 0.1% |
| 0.65 | 19 | |
| 0.6 | 23 | |
| 0.55 | 45 |
total_intl_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 170 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5131844444 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 24 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2851851852 |
| Q1 | 0.4259259259 |
| median | 0.5148148148 |
| Q3 | 0.6 |
| 95-th percentile | 0.7351851852 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1740740741 |
Descriptive statistics
| Standard deviation | 0.1380580939 |
|---|---|
| Coefficient of variation (CV) | 0.269022367 |
| Kurtosis | 0.6559885458 |
| Mean | 0.5131844444 |
| Median Absolute Deviation (MAD) | 0.08888888889 |
| Skewness | -0.2102861147 |
| Sum | 2565.922222 |
| Variance | 0.0190600373 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5555555556 | 90 | 1.8% |
| 0.4907407407 | 88 | 1.8% |
| 0.5648148148 | 83 | 1.7% |
| 0.5703703704 | 81 | 1.6% |
| 0.5055555556 | 81 | 1.6% |
| 0.5444444444 | 80 | 1.6% |
| 0.4851851852 | 79 | 1.6% |
| 0.5296296296 | 78 | 1.6% |
| 0.55 | 78 | 1.6% |
| 0.5259259259 | 78 | 1.6% |
| Other values (160) | 4184 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.02037037037 | 1 | < 0.1% |
| 0.05555555556 | 2 | < 0.1% |
| 0.06481481481 | 1 | < 0.1% |
| 0.1 | 3 | 0.1% |
| 0.1055555556 | 2 | < 0.1% |
| 0.1092592593 | 2 | < 0.1% |
| 0.1203703704 | 1 | < 0.1% |
| 0.1259259259 | 1 | < 0.1% |
| 0.1296296296 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9851851852 | 2 | |
| 0.9648148148 | 1 | |
| 0.9592592593 | 1 | |
| 0.9444444444 | 2 | |
| 0.9351851852 | 1 | |
| 0.9259259259 | 1 | |
| 0.9203703704 | 1 | |
| 0.9148148148 | 1 | |
| 0.9092592593 | 2 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1744888889 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1023 |
| Zeros (%) | 20.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1111111111 |
| median | 0.1111111111 |
| Q3 | 0.2222222222 |
| 95-th percentile | 0.4444444444 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.1111111111 |
Descriptive statistics
| Standard deviation | 0.1451514814 |
|---|---|
| Coefficient of variation (CV) | 0.8318666153 |
| Kurtosis | 1.48109554 |
| Mean | 0.1744888889 |
| Median Absolute Deviation (MAD) | 0.1111111111 |
| Skewness | 1.04246233 |
| Sum | 872.4444444 |
| Variance | 0.02106895256 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1111111111 | 1786 | |
| 0.2222222222 | 1127 | |
| 0 | 1023 | |
| 0.3333333333 | 665 | 13.3% |
| 0.4444444444 | 252 | 5.0% |
| 0.5555555556 | 96 | 1.9% |
| 0.6666666667 | 34 | 0.7% |
| 0.7777777778 | 13 | 0.3% |
| 1 | 2 | < 0.1% |
| 0.8888888889 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1023 | |
| 0.1111111111 | 1786 | |
| 0.2222222222 | 1127 | |
| 0.3333333333 | 665 | 13.3% |
| 0.4444444444 | 252 | 5.0% |
| 0.5555555556 | 96 | 1.9% |
| 0.6666666667 | 34 | 0.7% |
| 0.7777777778 | 13 | 0.3% |
| 0.8888888889 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | < 0.1% |
| 0.8888888889 | 2 | < 0.1% |
| 0.7777777778 | 13 | 0.3% |
| 0.6666666667 | 34 | 0.7% |
| 0.5555555556 | 96 | 1.9% |
| 0.4444444444 | 252 | 5.0% |
| 0.3333333333 | 665 | 13.3% |
| 0.2222222222 | 1127 | |
| 0.1111111111 | 1786 | |
| 0 | 1023 |
churn
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4293 | |
| 1.0 | 707 | 14.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 4293 | |
| 1.0 | 707 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
international_plan_no
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 4527 | |
| 0.0 | 473 | 9.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 4527 | |
| 0.0 | 473 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
international_plan_yes
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4527 | |
| 1.0 | 473 | 9.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 4527 | |
| 1.0 | 473 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
voice_mail_plan_no
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 3677 | |
| 0.0 | 1323 | 26.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 3677 | |
| 0.0 | 1323 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
voice_mail_plan_yes
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3677 | |
| 1.0 | 1323 | 26.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 3677 | |
| 1.0 | 1323 | 26.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| state | account_length | area_code | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | international_plan_no | international_plan_yes | voice_mail_plan_no | voice_mail_plan_yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.32 | 0.524793 | 0.068627 | 0.480769 | 0.754196 | 0.666667 | 0.754183 | 0.542755 | 0.582353 | 0.542866 | 0.619494 | 0.520000 | 0.619584 | 0.500 | 0.15 | 0.500000 | 0.111111 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 1 | 0.70 | 0.438017 | 0.068627 | 0.500000 | 0.459744 | 0.745455 | 0.459672 | 0.537531 | 0.605882 | 0.537690 | 0.644051 | 0.588571 | 0.644344 | 0.685 | 0.15 | 0.685185 | 0.111111 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 2 | 0.62 | 0.561983 | 0.068627 | 0.000000 | 0.692461 | 0.690909 | 0.692436 | 0.333242 | 0.647059 | 0.333225 | 0.411646 | 0.594286 | 0.411930 | 0.610 | 0.25 | 0.609259 | 0.000000 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 3 | 0.70 | 0.342975 | 0.000000 | 0.000000 | 0.851778 | 0.430303 | 0.851740 | 0.170195 | 0.517647 | 0.170171 | 0.498481 | 0.508571 | 0.498593 | 0.330 | 0.35 | 0.329630 | 0.222222 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 4 | 0.72 | 0.305785 | 0.068627 | 0.000000 | 0.474253 | 0.684848 | 0.474230 | 0.407754 | 0.717647 | 0.407959 | 0.473165 | 0.691429 | 0.473270 | 0.505 | 0.15 | 0.505556 | 0.333333 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 5 | 0.02 | 0.483471 | 1.000000 | 0.000000 | 0.635562 | 0.593939 | 0.635542 | 0.606544 | 0.594118 | 0.606600 | 0.516203 | 0.674286 | 0.516601 | 0.315 | 0.30 | 0.314815 | 0.000000 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 6 | 0.38 | 0.495868 | 1.000000 | 0.461538 | 0.620768 | 0.533333 | 0.620649 | 0.958207 | 0.635294 | 0.958266 | 0.538228 | 0.674286 | 0.538548 | 0.375 | 0.35 | 0.375926 | 0.333333 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 7 | 0.48 | 0.603306 | 0.068627 | 0.000000 | 0.446657 | 0.478788 | 0.446620 | 0.283475 | 0.552941 | 0.283403 | 0.536203 | 0.548571 | 0.536297 | 0.355 | 0.30 | 0.355556 | 0.000000 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 |
| 8 | 0.36 | 0.479339 | 0.000000 | 0.000000 | 0.524893 | 0.587879 | 0.524933 | 0.966731 | 0.470588 | 0.967001 | 0.546329 | 0.514286 | 0.546427 | 0.435 | 0.20 | 0.435185 | 0.111111 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 9 | 0.98 | 0.578512 | 0.068627 | 0.711538 | 0.735704 | 0.509091 | 0.735609 | 0.610393 | 0.652941 | 0.610482 | 0.826329 | 0.554286 | 0.826674 | 0.560 | 0.25 | 0.559259 | 0.000000 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 |
Last rows
| state | account_length | area_code | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | international_plan_no | international_plan_yes | voice_mail_plan_no | voice_mail_plan_yes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | 0.56 | 0.574380 | 1.000000 | 0.000000 | 0.696159 | 0.696970 | 0.696118 | 0.711026 | 0.594118 | 0.711097 | 0.585570 | 0.640000 | 0.585819 | 0.375 | 0.30 | 0.375926 | 0.111111 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4991 | 0.06 | 0.396694 | 1.000000 | 0.000000 | 0.718634 | 0.539394 | 0.718541 | 0.935661 | 0.535294 | 0.935943 | 0.649367 | 0.382857 | 0.649409 | 0.440 | 0.25 | 0.440741 | 0.111111 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4992 | 0.52 | 0.338843 | 0.068627 | 0.000000 | 0.535704 | 0.424242 | 0.535643 | 0.670333 | 0.517647 | 0.670333 | 0.541013 | 0.451429 | 0.541362 | 0.515 | 0.30 | 0.514815 | 0.000000 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4993 | 0.98 | 0.297521 | 0.000000 | 0.000000 | 0.506117 | 0.539394 | 0.506024 | 0.360737 | 0.482353 | 0.360725 | 0.471392 | 0.508571 | 0.471581 | 0.575 | 0.30 | 0.575926 | 0.333333 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4994 | 0.54 | 0.305785 | 0.000000 | 0.000000 | 0.485633 | 0.612121 | 0.485609 | 0.530932 | 0.741176 | 0.530896 | 0.326835 | 0.594286 | 0.326956 | 0.345 | 0.35 | 0.344444 | 0.111111 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4995 | 0.22 | 0.202479 | 0.000000 | 0.769231 | 0.670555 | 0.769697 | 0.670515 | 0.613143 | 0.741176 | 0.613394 | 0.753165 | 0.662857 | 0.753517 | 0.495 | 0.25 | 0.494444 | 0.222222 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 4996 | 0.98 | 0.623967 | 0.068627 | 0.000000 | 0.524040 | 0.545455 | 0.523929 | 0.706076 | 0.429412 | 0.706244 | 0.540759 | 0.645714 | 0.540799 | 0.735 | 0.10 | 0.735185 | 0.333333 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4997 | 0.14 | 0.247934 | 0.068627 | 0.000000 | 0.400000 | 0.539394 | 0.399933 | 0.475117 | 0.752941 | 0.475251 | 0.537722 | 0.554286 | 0.537985 | 0.680 | 0.20 | 0.679630 | 0.111111 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4998 | 0.14 | 0.446281 | 1.000000 | 0.000000 | 0.537127 | 0.406061 | 0.537149 | 0.472092 | 0.541176 | 0.472016 | 0.568101 | 0.508571 | 0.568374 | 0.425 | 0.30 | 0.425926 | 0.000000 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 |
| 4999 | 0.92 | 0.351240 | 0.068627 | 0.653846 | 0.368137 | 0.618182 | 0.368139 | 0.734396 | 0.611765 | 0.734390 | 0.391899 | 0.571429 | 0.392234 | 0.465 | 0.80 | 0.464815 | 0.000000 | 0.0 | 1.0 | 0.0 | 0.0 | 1.0 |